OOIR: Observatory of International Research

Papers

(The median citation count of Health Information Science and Systems is 3. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-08-01 to 2025-08-01.)

Article	Citations
Leveraging deep learning for epigenetic protein prediction: a novel approach for early lung cancer diagnosis and drug discovery	78
COV-ECGNET: COVID-19 detection using ECG trace images with deep convolutional neural network	54
A novel multi-modal model to assist the diagnosis of autism spectrum disorder using eye-tracking data	47
ADHD-KG: a knowledge graph of attention deficit hyperactivity disorder	46
Nationwide hospital admission data statistics and disease-specific 30-day readmission prediction	37
Exploring relationship between emotion and probiotics with knowledge graphs	36
Microstate feature fusion for distinguishing AD from MCI	36
Identification of circRNA-miRNA-mRNA networks to explore underlying mechanism in lung cancer	28
Gpmb-yolo: a lightweight model for efficient blood cell detection in medical imaging	26
Efficient management of pulmonary embolism diagnosis using a two-step interconnected machine learning model based on electronic health records data	26
A novel clustered-based binary grey wolf optimizer to solve the feature selection problem for uncovering the genetic links between non-Hodgkin lymphomas and rheumatologic diseases	26
A 3D decoupling Alzheimer’s disease prediction network based on structural MRI	25
Embedding-based link predictions to explore latent comorbidity of chronic diseases	24
Image-based second opinion for blood typing	24
Automated robust human emotion classification system using hybrid EEG features with ICBrainDB dataset	23
Detecting autism in children through drawing characteristics using the visual-motor integration test	21
Spatial-attention ConvMixer architecture for classification and detection of gastrointestinal diseases using the Kvasir dataset	20
Supervised graph contrastive learning for cancer subtype identification through multi-omics data integration	19
Convolutional neural network framework for EEG-based ADHD diagnosis in children	19
Machine-learning-based prediction of cardiovascular events for hyperlipidemia population with lipid variability and remnant cholesterol as biomarkers	18
Dynamically stabilized recurrent neural network optimized with Artificial Gorilla Troops espoused Alzheimer’s disorder detection using EEG signals	17
HTC-Net: Hashimoto’s thyroiditis ultrasound image classification model based on residual network reinforced by channel attention mechanism	17
Multi-omics prognostic signatures of IPO11 mRNA expression and clinical outcomes in colorectal cancer using bioinformatics approaches	17
A drug prescription recommendation system based on novel DIAKID ontology and extensive semantic rules	16
Comorbidity progression analysis: patient stratification and comorbidity prediction using temporal comorbidity network	16

COVID-19 diagnosis from chest x-rays: developing a simple, fast, and accurate neural network	16
Adaptive filter of frequency bands based coordinate attention network for EEG-based motor imagery classification	15
Automated lead toxicity prediction using computational modelling framework	14
Margin-aware optimized contrastive learning for enhanced self-supervised histopathological image classification	13
Color-invariant skin lesion semantic segmentation based on modified U-Net deep convolutional neural network	13
From molecular mechanisms of prostate cancer to translational applications: based on multi-omics fusion analysis and intelligent medicine	13
Mixed pyramid attention network for nuclear cataract classification based on anterior segment OCT images	13
Holistic multi-class classification & grading of diabetic foot ulcerations from plantar thermal images using deep learning	13
Meta semi-supervised medical image segmentation with label hierarchy	13
Enhancing cancer subtype classification through convolutional neural networks: a deepinsight analysis of TCGA gene expression data	12
A deep reinforcement learning-based wireless body area network offloading optimization strategy for healthcare services	12
A new mixed reality tool for training in minimally invasive robotic-assisted surgery	12
Linguistic summarization of visual attention and developmental functioning of young children with autism spectrum disorder	11
CLAD-Net: cross-layer aggregation attention network for real-time endoscopic instrument detection	11
Rapid detection and interpretation of heart murmurs using phonocardiograms, transfer learning and explainable artificial intelligence	11
A framework for in-vivo human brain tumor detection using image augmentation and hybrid features	11
A computational model to analyze the impact of birth weight-nutritional status pair on disease development and disease recovery	11
Enhancing ASD detection accuracy: a combined approach of machine learning and deep learning models with natural language processing	10
MCA-UNet: multi-scale cross co-attentional U-Net for automatic medical image segmentation	9
A transfer learning enabled approach for ocular disease detection and classification	9
A heterogeneous multi-modal medical data fusion framework supporting hybrid data exploration	9
Multimodal learning of clinically accessible tests to aid diagnosis of neurodegenerative disorders: a scoping review	9
Target area distillation and section attention segmentation network for accurate 3D medical image segmentation	9
Cardiac murmur grading and risk analysis of cardiac diseases based on adaptable heterogeneous-modality multi-task learning	9
Gut microbiome biomarkers in adolescent obesity: a regional study	9
Alterations of DNA methylation profile in peripheral blood of children with simple obesity	9
EAPR: explainable and augmented patient representation learning for disease prediction	9
Optimized automated detection of diabetic retinopathy severity: integrating improved multithresholding tunicate swarm algorithm and improved hybrid butterfly optimization	9
Hyperbolic vision language representation learning on chest radiology images	8
Improving laryngeal cancer detection using chaotic metaheuristics integration with squeeze-and-excitation resnet model	8
CSL-CTEA: a systematic method for evaluating novel intelligent cognitive assessment tools	8
Essential proteins discovery based on dominance relationship and neighborhood similarity centrality	8
Classifying sepsis from photoplethysmography	8
Predicting drug–drug interactions based on multi-view and multichannel attention deep learning	7
Viewpoint-invariant exercise repetition counting	7
Spatial and frequency domain-based feature fusion for accurate detection of schizophrenia using AI-driven approaches	7
Frailty detection in older adults via fractal analysis of acceleration signals from wrist-worn sensors	7
BTC-fCNN: Fast Convolution Neural Network for Multi-class Brain Tumor Classification	7
UniMRE: a unified framework for zero-shot medicial relation extraction with large language models	7
Explainable depression symptom detection in social media	6
Interrelated feature selection from health surveys using domain knowledge graph	6
LASF: a local adaptive segmentation framework for coronary angiogram segments	6
Early detection of paediatric and adolescent obsessive–compulsive, separation anxiety and attention deficit hyperactivity disorder using machine learning algorithms	6
Pre-collapse femoral head necrosis treated by hip abduction: a computational biomechanical analysis	6
Segmentation and severity classification of scar tissues in LGE-CMR images using HDResC-Net with Flamingo gannet search optimization	6
A new segment method for pulmonary artery and vein	6
Comprehensive applications of the artificial intelligence technology in new drug research and development	6
Design and development of a disease-specific clinical database system to increase the availability of hospital data in China	6
Artificial intelligence-based framework to identify the abnormalities in the COVID-19 disease and other common respiratory diseases from digital stethoscope data using deep CNN	6
A lightweight network based on multi-feature pseudo-color mapping for arrhythmia recognition	5

Coronary artery segmentation framework based on three types of U-Net and voting ensembles	5
LCRNet: local cross-channel recalibration network for liver cancer classification based on CT images	5
Machine learning models for classification and identification of significant attributes to detect type 2 diabetes	5
Meta-path guided graph attention network for explainable herb recommendation	5
LDS-CNN: a deep learning framework for drug-target interactions prediction based on large-scale drug screening	5
DPD (DePression Detection) Net: a deep neural network for multimodal depression detection	4
Enhanced prediction of spine surgery outcomes using advanced machine learning techniques and oversampling methods	4
Knowledge and data-driven prediction of organ failure in critical care patients	4
Optimised deep k-nearest neighbour’s based diabetic retinopathy diagnosis(ODeep-NN) using retinal images	4
Features extraction using encoded local binary pattern for detection and grading diabetic retinopathy	4
Task-independent auditory probes reveal changes in mental workload during simulated quadrotor UAV training	4
Machine learning approach to flare-up detection and clustering in chronic obstructive pulmonary disease (COPD) patients	4
Explainable federated learning scheme for secure healthcare data sharing	4
Self-supervised neural network-based endoscopic monocular 3D reconstruction method	4
Multi-teacher based knowledge distillation for retinal vessel segmentation	4
MHA: a multimodal hierarchical attention model for depression detection in social media	4
Identification of phosphorylation site using S-padding strategy based convolutional neural network	4
Design and technical validation to generate a synthetic 12-lead electrocardiogram dataset to promote artificial intelligence research	3
Leveraging twitter data to understand nurses’ emotion dynamics during the COVID-19 pandemic	3
A multi-label classification system for anomaly classification in electrocardiogram	3
A new multivariate blood glucose prediction method with hybrid feature clustering and online transfer learning	3
A divisive hierarchical clustering methodology for enhancing the ensemble prediction power in large scale population studies: the ATHLOS project	3
Postoperative prognostic nomogram for adult grade II/III astrocytoma in the Chinese Han population	3
Deep transfer learning hybrid techniques for precision in breast cancer tumor histopathology classification	3
MDU-Net: multi-scale densely connected U-Net for biomedical image segmentation	3
Analysis of sentiment changes in online messages of depression patients before and during the COVID-19 epidemic based on BERT+BiLSTM	3
Generalized metabolic flux analysis framework provides mechanism-based predictions of ophthalmic complications in type 2 diabetes patients	3
An error-bounded median filter for correcting ECG baseline wander	3
M-MSSEU: source-free domain adaptation for multi-modal stroke lesion segmentation using shadowed sets and evidential uncertainty	3
Identification method of thyroid nodule ultrasonography based on self-supervised learning dual-branch attention learning framework	3
Video-based evaluation system for tic action in Tourette syndrome: modeling, detection, and evaluation	3
A review of machine learning-based methods for predicting drug–target interactions	3
Design and evaluation of an exergame system to assist knee disorders patients' rehabilitation based on gesture interaction	3
Exploiting biochemical data to improve osteosarcoma diagnosis with deep learning	3
Automatic breast lesion segmentation in phase preserved DCE-MRIs	3
Combining temporal and spatial attention for seizure prediction	3
Identification of cancer driver genes based on hierarchical weak consensus model	3
Detection and explanation of anomalies in healthcare data	3
DRAW+: network-based computational drug repositioning with attention walking and noise filtering	3
A new diagnostic autism spectrum disorder (DASD) strategy using ensemble diagnosis methodology based on blood tests	3
STSNet: a novel spatio-temporal-spectral network for subject-independent EEG-based emotion recognition	3
Effectiveness assessment of repetitive transcranial alternating current stimulation with concurrent EEG and fNIRS measurement	3